物体检测
物体检测是计算机视觉领域的一项重要任务,旨在从图像中识别并定位特定对象。该任务通过算法自动检测图像中的目标物体,并返回其位置和类别信息,具有广泛的应用价值,如自动驾驶、安防监控、医疗影像分析等。物体检测技术的发展显著提升了机器对复杂环境的理解能力,为智能化系统提供了关键支持。
COCO test-dev
Centermask + ResNet101
COCO minival
Co-DETR
COCO-O
EVA
COCO 2017 val
Relation-DETR (Swin-L 2x)
PASCAL VOC 2007
YOLOv7+Inner-IoU
COCO 2017
retinanet
CrowdHuman (full body)
IterDet (Faster RCNN, ResNet50, 2 iterations)
CPPE-5
TridentNet
Manga109-s 15test
YOLOX-L
Waymo 2D detection all_ns f0val
YOLOX-L
PKU-DDD17-Car
CAFR
LVIS v1.0 val
Co-DETR (single-scale)
USB (Standard USB 1.0 protocol)
UniverseNet-20.08
DSEC
SFCHD
YOLOv8+SCALE
GEN1 Detection
Spiking DenseNet121-124+SSD
SeaDronesSee
Synth Pretrained Faster R-CNN ResNeXt-101-FPN
UA-DETRAC
VSTAM
ODinW Full-Shot 13 Tasks
Grounding DINO 1.5 Pro
UAVDT
PRB-FPN
AI-TOD
DNTR
MSCOCO
PP-PicoDet-L
NAO
PASCAL VOC 2012
TBBR
Swin-T (ImageNet-1k pretrain)
BigDetection val
Cascade R-CNN (R50-FPN)
EventPed
GRAZPEDWRI-DX
YOLOv8x
InOutDoor
LVIS v1.0 minival
PeopleArt
STCrowd
MMPedestron
VisDrone-DET2019
Cascade R-CNN + NWD
iSAID
PANet++
KITTI Cars Easy
KITTI Cars Hard
Waymo Open Dataset
LeapMotor_Det
India Driving Dataset
hybrid incremental net
KITTI Cars Moderate
Visual Genome
WaterScenes
YOLOv8-M
WiderPerson
IterDet (Faster RCNN, ResNet50, 2 iterations)
MS COCO
MOAT-3 22K+1K
FlickrLogos-32
Logo-Yolo
OoDIS
UGainS
VEDAI
GHOST
Drone vs Bird
IndustReal
YoloV8
Manga109
nuScenes
BIRANet(RGB+Radar)
ODinW Full-shot 35 Tasks
OpenImages-v6
PASCAL VOC 10%
DETReg (ours)
Pascal VOC to Clipart1K
MILA
SA-Det-100k
Relation-DETR (ResNet50 1x)
SIXray
Optim [39] Lpixel
SpaceNet 2
10,000 People - Human Pose Recognition Data
A Dataset of Multispectral Potato Plants Images
A2D
RL [10] Lpixel
AODRaw
Cascade RCNN (ConvNext-T, RAW pre-training)
AquaTrash
Aquavision
BDD100K
BDD100K val
hybrid incremental net
C2A: Human Detection in Disaster Scenarios
CISOL - Track A - TD-TSR
CISOL - Track B - TSR-only
CityPersons
Cityscapes to Foggy Cityscapes
Clipart1k
COCO
COCO+
RepPoints + Self-adaptation
COCO val2017
Comic2k
CrowdHuman
S-RCNN+Ours
DeepTrash
YOLOv5
Drinking Waste Classification
ELEVATER
GLIP-T
EVD4UAV
Extended TACO-1
EfficientDet-D2
Extended TACO-7
Extragalactic Planetary Nebulae
PNe within NGC1380 & NGC1404
FLIR
MiPa
GMOT-40
iGDINO MAC-SORT
GQA
KnowZRel
KITTI Cyclists Easy
KITTI Cyclists Hard
KITTI Cyclists Moderate
KITTI Pedestrians Moderate
KITTI Pedestrians Easy
KITTI Pedestrians Hard
LDD
LeukemiaAttri
LLVIP
LVIS v1.0
MJU-Waste
MSCOCO
Multispectral Dataset
TarDAL
MUSES: MUlti-SEnsor Semantic perception dataset
Mask2Former (R50)
NII-CU MAPD
Objects365
PASCAL Part 2010 - Animals
Attention-based Joint Detection of Object and Semantic Part
PASCAL VOC
TinyissimoYOLO-v8
PASCAL VOC 2007 (15+5)
Faster R-CNN
PASCAL VOC 2012 test
SynCo (ResNet-50) 200ep
PASCAL VOC to Watercolor2k
PASCAL VOC to Comic2k
CDDMSL
PKU-DDD17-Car
STN PLAD
MS-PAD
SAR-AIRcraft-1.0
PGD-YOLOv8
SHEL5K
YOLO
Songdo Vision
Geo-trax
SpaceNet 1
YOLT
SUN-RGBD val
CDSSD
TexBiG 2022 test
TexBiG 2023 test
DetectoRS + LAEM
UAVVaste
VisDrone- 1% labeled data
VisDrone - 10% labeled data
SSOD + Crop (L + U)
VisDrone - 5% labeled data
Watercolor2k
Waymo 2D detection all_ns test
UniverseNet